A retrospective observational study used machine learning models to cluster participants based on lipid profile abnormalities such as elevated lipoprotein (a), decreased high-density lipoprotein cholesterol (HDL-C), and apolipoprotein A1, which are common causes of heart disease. The gene discussed is APOA1; the disease is heart disorder.